Build Your RAG Skill

Create your RAG skill in one prompt, then learn to improve it throughout the chapter

majiayu000/claude-skill-registry·0installs663starsDevOps & CI/CD

SKILL.md

Full skill instructions

Build Your RAG Skill

Before learning RAG (Retrieval-Augmented Generation)—the architecture that gives AI agents access to your private data—you will own a RAG skill.

Step 1: Get the Skills Lab

Go to github.com/panaversity/claude-code-skills-lab
Click the green Code button
Select Download ZIP
Extract the ZIP file
Open the extracted folder in your terminal

cd claude-code-skills-lab
claude

Step 2: Create Your Skill

Copy and paste this prompt:

Using your skill creator skill create a new skill for RAG (Retrieval-Augmented
Generation) systems. I will use it to build production RAG pipelines with
LangChain and Qdrant vector database - from simple semantic search to advanced
patterns like HyDE, CRAG, and Agentic RAG. Use context7 skill to study official
LangChain and Qdrant documentation and then build it so no self assumed knowledge.

Claude will:

Fetch official LangChain and Qdrant documentation via Context7
Ask you clarifying questions (chunking strategies, embedding models, retrieval patterns)
Create the complete skill with ingestion pipelines, retrieval patterns, and evaluation templates

Your skill appears at .claude/skills/rag-deployment/.

Done

You now own a RAG skill built from official documentation. The rest of this chapter teaches you what it knows—and how to make it better.

Next: Lesson 1 — Understanding RAG Architecture

Install skill

Copy and run in your terminal

npx -y skills add https://github.com/majiayu000/claude-skill-registry --skill 43-vector-databases-rag-langchain

View on GitHub

skills/data/43-vector-databases-rag-langchain/SKILL.md

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